{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 示例：基于SVM的数字识别\n",
    "（1）收集数据：提供的文本文件。  \n",
    "（2）准备数据：基于二值图像构造向量。  \n",
    "（3）分析数据：对图像向量进行目测。  \n",
    "（4）训练算法：采用两种不同的核函数，并对径向基核函数采用不同的设置来运行SMO算法。  \n",
    "（5）测试算法：编写一个函数来测试不同的核函数并计算错误率。  \n",
    "（6）使用算法：一个图像识别的完整应用还需要一些图像处理的知识，本书没有深入介绍。  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明:将图像格式化处理为一个向量。将一个32*32的二进制图像矩阵转换为1*1024的向量。\n",
    "\n",
    "Parameters:\n",
    "    filename - 文件名\n",
    "Returns:\n",
    "    returnVector - 1*1024的向量\n",
    "Modify:\n",
    "    2018-10-02\n",
    "\"\"\"\n",
    "def img2vector(filename):\n",
    "    #返回的numpy矩阵，1*1024\n",
    "    returnVector = np.zeros((1,1024))\n",
    "    #打开文件\n",
    "    fr = open(filename)\n",
    "    for i in range(32):\n",
    "          lineStr = fr.readline()\n",
    "          for j in range(32):\n",
    "              returnVector[0,32*i+j] = int(lineStr[j])\n",
    "    return returnVector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明:加载图像数据\n",
    "\n",
    "Parameters:\n",
    "    dirName - 数据存放路径\n",
    "Returns:\n",
    "    trainingMat - 数据矩阵\n",
    "    hwLabels - 数据标签\n",
    "\"\"\"\n",
    "def loadImages(dirName):\n",
    "    from os import listdir\n",
    "    hwLabels = []                           #测试集的labels\n",
    "    trainingFileList = listdir(dirName)     #返回trainingDigits目录下的文件名列表\n",
    "    m = len(trainingFileList) #返回trainingDigits下的文件个数\n",
    "    trainingMat = np.zeros((m,1024))#初始化训练的Mat矩阵,测试集\n",
    "    #从文件名中解析出训练集的类别\n",
    "    for i in range(m):\n",
    "        fileNameStr = trainingFileList[i]    #取文件名\n",
    "        fileStr = fileNameStr.split('.')[0]    #去掉文件名的后缀\n",
    "        classNumStr = int(fileStr.split('_')[0])    #获取类别\n",
    "        if classNumStr == 9: hwLabels.append(-1)    #若为9，lable 为-1；其他则为1\n",
    "        else: hwLabels.append(1)\n",
    "        trainingMat[i,:] = img2vector('%s/%s'%(dirName,fileNameStr))    #将每一个文件转换成1*1024的向量并存到Mat矩阵中\n",
    "    return trainingMat, hwLabels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class optStruct:\n",
    "    \"\"\"\n",
    "        数据结构，维护所有需要操作的值\n",
    "        Parameters：\n",
    "            dataMatIn - 数据矩阵\n",
    "            classLabels - 数据标签\n",
    "            C - 松弛变量\n",
    "            toler - 容错率\n",
    "            kTup - 核函数信息\n",
    "        \"\"\"\n",
    "    def __init__(self, dataMatIn, classLabels, C, toler, kTup):\n",
    "        self.X = dataMatIn              #数据矩阵\n",
    "        self.labelMat = classLabels     #数据标签\n",
    "        self.C = C                      #惩罚参数\n",
    "        self.tol = toler                #容错率\n",
    "        self.m = np.shape(dataMatIn)[0] #样本数\n",
    "        self.alphas = np.mat(np.zeros((self.m,1)))      #初始化alphas\n",
    "        self.b = 0      #初始化b\n",
    "        # 根据矩阵行数初始化误差缓存，第一列为是否有效的标志位，第二列为实际的误差E的值。\n",
    "        self.eCache = np.mat(np.zeros((self.m,2)))\n",
    "        #核函数填充\n",
    "        self.K = np.mat(np.zeros((self.m, self.m)))\n",
    "        for i in range(self.m):\n",
    "            self.K[:,i] = kerenelTrans(self.X, self.X[i,:],kTup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明:SMO辅助函数\n",
    "\n",
    "Parameters:\n",
    "    i - 第一个alpha的下标\n",
    "    m - 所有alpha的数目\n",
    "Returns:\n",
    "    j - 不等于i的下标\n",
    "\"\"\"\n",
    "def selectJrand(i,m):\n",
    "    j = i\n",
    "    while(j == i):\n",
    "        j = int(np.random.uniform(0,m))\n",
    "    return j        #选择一个不等于i的j返回\n",
    "\n",
    "\"\"\"\n",
    "函数说明:SMO辅助函数\n",
    "调整大于H或小于L的alpha的值\n",
    "Parameters:\n",
    "    aj - alpha的值\n",
    "    H - 限定alpha的最大值\n",
    "    L - 限定alpha的最小值\n",
    "Returns:\n",
    "    aj - 范围限定于[L,H]间的alpha的值\n",
    "\"\"\"\n",
    "def clipAlpha(aj, H, L):\n",
    "    if aj > H:\n",
    "        aj = H\n",
    "    if L > aj:\n",
    "        aj = L\n",
    "    return aj\n",
    "\n",
    "\"\"\"\n",
    "函数说明:计算E值\n",
    "\n",
    "Parameters:\n",
    "    oS - 数据结构\n",
    "    k - 标号为k的数据\n",
    "Returns:\n",
    "    Ek - 下标为k的数据误差\n",
    "\"\"\"\n",
    "def calcEk(oS, k):\n",
    "    fXk = float(np.multiply(oS.alphas,oS.labelMat).T*oS.K[:, k] +oS.b)\n",
    "    Ek = fXk - float(oS.labelMat[k])\n",
    "    return Ek"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明：内循环启发方式2\n",
    "Parameters：\n",
    "    i - 标号为i的数据的索引值\n",
    "    oS - 数据结构\n",
    "    Ei - 标号为i的数据误差\n",
    "Returns:\n",
    "    j, maxK - 标号为j或maxK的数据的索引值\n",
    "    Ej - 标号为j的数据误差\n",
    "\"\"\"\n",
    "def selectJ(i, oS, Ei):\n",
    "    maxK = -1; maxDeltaE = 0; Ej = 0        #初始化\n",
    "    oS.eCache[i] = [1, Ei]                  #根据Ei更新误差缓存\n",
    "    validEcacheList = np.nonzero(oS.eCache[:,0].A)[0]   #返回误差不为0的数据的索引值，对一个矩阵.A转换为Array类型\n",
    "    if(len(validEcacheList)) >1:            #有不为0的误差\n",
    "        for k in validEcacheList:           #遍历,找到最大的Ek\n",
    "            if k == i: continue             #不计算i,浪费时间\n",
    "            Ek = calcEk(oS, k)              #计算Ek\n",
    "            deltaE = abs(Ei - Ek)           #计算|Ei-Ek|\n",
    "            if(deltaE > maxDeltaE):         #找到maxDeltaE\n",
    "                maxK = k; maxDeltaE = deltaE; Ej = Ek\n",
    "        return maxK, Ej                     #返回maxK,Ej\n",
    "    else:                                   #没有不为0的误差\n",
    "        j = selectJrand(i,oS.m)             #随机选择alpha_j的索引值\n",
    "        Ej = calcEk(oS,j)                   #计算Ej\n",
    "    return j,Ej                             #返回j,Ej\n",
    "\n",
    "\"\"\"\n",
    "函数说明：计算Ek,并更新误差缓存\n",
    "Parameters：\n",
    "    oS - 数据结构\n",
    "    k - 标号为k的数据的索引值\n",
    "Returns:\n",
    "    无\n",
    "\"\"\"\n",
    "def updateEk(oS, k):\n",
    "    Ek = calcEk(oS,k)\n",
    "    oS.eCache[k] = [1,Ek]\n",
    "\n",
    "\"\"\"\n",
    "函数说明：完整Platt SMO算法中的优化例程\n",
    "Parameters：\n",
    "    i - 标号为i的数据的索引值\n",
    "    oS - 数据结构\n",
    "Returns:\n",
    "    1 - 有任意一对alpha值发生变化\n",
    "    0 - 没有任意一对alpha值发生变化或变化太小\n",
    "\"\"\"\n",
    "def innerL(i,oS):\n",
    "    # 步骤1：计算误差  Ei = f(xi)-yi\n",
    "    Ei = calcEk(oS,i)\n",
    "    # 优化alpha，更设定一定的容错率\n",
    "    if ((oS.labelMat[i] * Ei < -oS.tol) and (oS.alphas[i] < oS.C)) or ((oS.labelMat[i] * Ei > oS.tol) and (oS.alphas[i] > 0)):\n",
    "        # 随机选择另一个与alpha_i成对优化的alpha_j\n",
    "        # 步骤1：计算误差Ej Ej = f(xj)-yj\n",
    "        j,Ej = selectJ(i,oS,Ei)\n",
    "        # 保存更新前的aplpha值，使用深拷贝\n",
    "        alphaIold = oS.alphas[i].copy()\n",
    "        alphaJold = oS.alphas[j].copy()\n",
    "        # 步骤2：计算L和H\n",
    "        if (oS.labelMat[i] != oS.labelMat[j]):\n",
    "            L = max(0, oS.alphas[j] - oS.alphas[i])\n",
    "            H = min(oS.C, oS.C + oS.alphas[j] - oS.alphas[i])\n",
    "        else:\n",
    "            L = max(0, oS.alphas[j] + oS.alphas[i] - oS.C)\n",
    "            H = min(oS.C, oS.alphas[j] + oS.alphas[i])\n",
    "        if L == H: print(\"L==H\"); return 0\n",
    "        # 步骤3：计算eta\n",
    "        eta = 2.0 * oS.K[i, j] - oS.K[i, i] - oS.K[j, j]\n",
    "        if eta >= 0: print(\"eta>=0\");return 0\n",
    "        # 步骤4：更新alpha_j\n",
    "        oS.alphas[j] -= oS.labelMat[j] * (Ei - Ej) / eta\n",
    "        # 步骤5：修剪alpha_j\n",
    "        oS.alphas[j] = clipAlpha(oS.alphas[j], H, L)\n",
    "        if (abs(oS.alphas[j] - alphaJold) < 0.00001): print(\"j not moving enough\");return 0\n",
    "        # 步骤6：更新alpha_i\n",
    "        oS.alphas[i] += oS.labelMat[j] * oS.labelMat[i] * (alphaJold - oS.alphas[j])\n",
    "        # 步骤7：更新b1和b2\n",
    "        b1 = oS.b - Ei - oS.labelMat[i] * (oS.alphas[i] - alphaIold) * oS.K[i, i] \\\n",
    "             - oS.labelMat[j] * (oS.alphas[j] - alphaJold) * oS.K[i, j]\n",
    "        b2 = oS.b - Ej - oS.labelMat[i] * (oS.alphas[i] - alphaIold) * oS.K[i, j]  \\\n",
    "             - oS.labelMat[j] * (oS.alphas[j] - alphaJold) * oS.K[j, j]\n",
    "        # 根据b1和b2确定b\n",
    "        if (0 < oS.alphas[i]) and (oS.C > oS.alphas[i]):\n",
    "            oS.b = b1\n",
    "        elif (0 < oS.alphas[j]) and (oS.C > oS.alphas[j]):\n",
    "            oS.b = b2\n",
    "        else:\n",
    "            oS.b = (b1 + b2) / 2.0\n",
    "        return 1\n",
    "    else: return 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明：完整Platt SMO算法中的外循环代码\n",
    "Parameters：\n",
    "    dataMatIn - 数据矩阵\n",
    "    classLabels - 数据标签\n",
    "    C - 惩罚系数\n",
    "    toler - 容错率\n",
    "    maxIter - 最大迭代次数\n",
    "    \n",
    "Returns:\n",
    "    oS.b - 参数b\n",
    "    oS.alphas - 参数alpha\n",
    "\"\"\"\n",
    "def smoP(dataMatIn, classLabels, C, toler, maxIter, kTup=('lin',0)):\n",
    "   oS = optStruct(np.mat(dataMatIn),np.mat(classLabels).transpose(),C,toler,kTup)        #数据结构体初始化\n",
    "   iter = 0     #迭代次数\n",
    "   entireSet = True; alphaPairsChanged = 0      #是否遍历整个数据集；参数调整次数\n",
    "   # 循环跳出条件：1.迭代次数超过最大迭代次数；2.遍历了整个数据集都未对任意的alpha对进行修改\n",
    "   while(iter < maxIter) and ((alphaPairsChanged >0) or (entireSet)):\n",
    "       alphaPairsChanged = 0\n",
    "       if entireSet:\n",
    "           for i in range(oS.m):\n",
    "               alphaPairsChanged += innerL(i,oS)\n",
    "               print(\"fullSet, iter: %d  i:%d, pairs changed %d\" % (iter,i,alphaPairsChanged))\n",
    "           iter += 1\n",
    "       else:\n",
    "           nonBoundIs = np.nonzero((oS.alphas.A > 0) * (oS.alphas.A <C))[0]  #非边界循环\n",
    "           for i in nonBoundIs:\n",
    "               alphaPairsChanged += innerL(i,oS)\n",
    "               print(\"non-bound, iter: %d   i:%d, pairs changed %d\" % (iter,i,alphaPairsChanged))\n",
    "           iter += 1\n",
    "       if entireSet:\n",
    "            entireSet = False\n",
    "       elif(alphaPairsChanged==0):\n",
    "            entireSet=True\n",
    "       print(\"iteration number: %d\" % iter)\n",
    "   return oS.b, oS.alphas\n",
    "\n",
    "\"\"\"\n",
    "函数说明：计算w的值\n",
    "Parameters：\n",
    "    alphas - 计算好的alpha系数\n",
    "    dataMatIn - 数据矩阵\n",
    "    classLabels - 数据标签\n",
    "\n",
    "Returns:\n",
    "    w - 参数w\n",
    "\"\"\"\n",
    "def calcWs(alphas, dataArr, classLabels):\n",
    "    X = np.mat(dataArr); labelMat = np.mat(classLabels).transpose()\n",
    "    m,n = np.shape(X)\n",
    "    w = np.zeros((n,1))\n",
    "    for i in range(m):\n",
    "        w += np.multiply(alphas[i]*labelMat[i],X[i,:].T)\n",
    "    return w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明：核转换函数\n",
    "Parameters：\n",
    "    X - 数据矩阵\n",
    "    A - 核函数所需参数\n",
    "    kTup - 核函数信息\n",
    "\n",
    "Returns:\n",
    "    K - 核函数计算结果\n",
    "\"\"\"\n",
    "def kerenelTrans(X, A, kTup):\n",
    "    m,n = np.shape(X)               #返回数据矩阵的大小\n",
    "    K = np.mat(np.zeros((m,1)))     #初始化K矩阵\n",
    "    if kTup[0] == 'lin': K = X*A.T\n",
    "    elif kTup[0]=='rbf':            #径向基函数（radial bias function）\n",
    "        for j in range(m):\n",
    "            deltaRow = X[j,:]-A\n",
    "            K[j] = deltaRow*deltaRow.T\n",
    "        K = np.exp(K/(-1*kTup[1]**2))\n",
    "    else: raise NameError('Houston We Have a Problem--That Kernel is not recognized')\n",
    "    return K"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "函数说明：基于SVM的数字识别\n",
    "Parameters：\n",
    "    kTup - 核函数信息\n",
    "\n",
    "Returns:\n",
    "    无\n",
    "\"\"\"\n",
    "def testDigits(kTup = ('rbf', 10)):\n",
    "    dataArr,labelArr = loadImages('trainingDigits')\n",
    "    b,alphas = smoP(dataArr,labelArr,200, 0.0001,10000,kTup)\n",
    "    dataMat = np.mat(dataArr)\n",
    "    labelMat = np.mat(labelArr).transpose()\n",
    "    svInd = np.nonzero(alphas.A >0)[0]\n",
    "    sVs = dataMat[svInd]\n",
    "    labelSV = labelMat[svInd]\n",
    "    print(\"there are %d Support Vectors\" % np.shape(sVs)[0])\n",
    "    m,n = np.shape(dataMat)\n",
    "    errorCount = 0\n",
    "    for i in range(m):\n",
    "        kernelEval = kerenelTrans(sVs, dataMat[i,:],kTup)\n",
    "        predict = kernelEval.T * np.multiply(labelSV, alphas[svInd])+b\n",
    "        if np.sign(predict) != np.sign(labelArr[i]): errorCount +=1\n",
    "    print(\"the training error rate is: %f\" % (float(errorCount)/m))\n",
    "    dataArr, labelArr = loadImages('testDigits')\n",
    "    errorCount = 0\n",
    "    dataMat = np.mat(dataArr);labelMat = np.mat(labelArr).transpose()\n",
    "    m,n = np.shape(dataMat)\n",
    "    for i in range(m):\n",
    "        kernelEval = kerenelTrans(sVs, dataMat[i, :], kTup)\n",
    "        predict = kernelEval.T * np.multiply(labelSV, alphas[svInd]) + b\n",
    "        if np.sign(predict) != np.sign(labelArr[i]): errorCount += 1\n",
    "    print(\"the test error rate is: %f\" % (float(errorCount) / m))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 0  i:0, pairs changed 0\n",
      "fullSet, iter: 0  i:1, pairs changed 1\n",
      "fullSet, iter: 0  i:2, pairs changed 2\n",
      "fullSet, iter: 0  i:3, pairs changed 3\n",
      "fullSet, iter: 0  i:4, pairs changed 4\n",
      "fullSet, iter: 0  i:5, pairs changed 5\n",
      "L==H\n",
      "fullSet, iter: 0  i:6, pairs changed 5\n",
      "fullSet, iter: 0  i:7, pairs changed 6\n",
      "fullSet, iter: 0  i:8, pairs changed 7\n",
      "fullSet, iter: 0  i:9, pairs changed 8\n",
      "fullSet, iter: 0  i:10, pairs changed 9\n",
      "fullSet, iter: 0  i:11, pairs changed 10\n",
      "L==H\n",
      "fullSet, iter: 0  i:12, pairs changed 10\n",
      "fullSet, iter: 0  i:13, pairs changed 11\n",
      "fullSet, iter: 0  i:14, pairs changed 12\n",
      "fullSet, iter: 0  i:15, pairs changed 13\n",
      "fullSet, iter: 0  i:16, pairs changed 14\n",
      "fullSet, iter: 0  i:17, pairs changed 15\n",
      "fullSet, iter: 0  i:18, pairs changed 16\n",
      "fullSet, iter: 0  i:19, pairs changed 16\n",
      "fullSet, iter: 0  i:20, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:21, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:22, pairs changed 17\n",
      "fullSet, iter: 0  i:23, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:24, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:25, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:26, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:27, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:28, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:29, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:30, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:31, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:32, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:33, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:34, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:35, pairs changed 17\n",
      "L==H\n",
      "fullSet, iter: 0  i:36, pairs changed 17\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
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     ]
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
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    {
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     ]
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
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     ]
    },
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      "iteration number: 1\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "non-bound, iter: 1   i:38, pairs changed 11\n",
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     ]
    },
    {
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     "text": [
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     ]
    },
    {
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     "text": [
      "j not moving enough\n",
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     ]
    },
    {
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     ]
    },
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     "text": [
      "j not moving enough\n",
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     ]
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    {
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     ]
    },
    {
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     "text": [
      "j not moving enough\n",
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     ]
    },
    {
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     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "j not moving enough\n",
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     ]
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "non-bound, iter: 4   i:1909, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4   i:1915, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 4   i:1923, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4   i:1926, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 4   i:1929, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4   i:1930, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 4   i:1933, pairs changed 0\n",
      "iteration number: 5\n",
      "fullSet, iter: 5  i:0, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:2, pairs changed 0\n",
      "fullSet, iter: 5  i:3, pairs changed 0\n",
      "fullSet, iter: 5  i:4, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:6, pairs changed 0\n",
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      "fullSet, iter: 5  i:8, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:10, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:12, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:13, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:14, pairs changed 0\n",
      "fullSet, iter: 5  i:15, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:16, pairs changed 0\n",
      "fullSet, iter: 5  i:17, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:18, pairs changed 0\n",
      "fullSet, iter: 5  i:19, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:20, pairs changed 0\n",
      "fullSet, iter: 5  i:21, pairs changed 0\n",
      "fullSet, iter: 5  i:22, pairs changed 0\n",
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      "fullSet, iter: 5  i:25, pairs changed 0\n",
      "fullSet, iter: 5  i:26, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:27, pairs changed 0\n",
      "fullSet, iter: 5  i:28, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:29, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:30, pairs changed 0\n",
      "fullSet, iter: 5  i:31, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:32, pairs changed 0\n",
      "fullSet, iter: 5  i:33, pairs changed 0\n",
      "fullSet, iter: 5  i:34, pairs changed 0\n",
      "fullSet, iter: 5  i:35, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:36, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:37, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:38, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:39, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:40, pairs changed 0\n",
      "fullSet, iter: 5  i:41, pairs changed 0\n",
      "fullSet, iter: 5  i:42, pairs changed 0\n",
      "fullSet, iter: 5  i:43, pairs changed 0\n",
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      "fullSet, iter: 5  i:45, pairs changed 0\n",
      "fullSet, iter: 5  i:46, pairs changed 0\n",
      "fullSet, iter: 5  i:47, pairs changed 0\n",
      "fullSet, iter: 5  i:48, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:50, pairs changed 0\n",
      "fullSet, iter: 5  i:51, pairs changed 0\n",
      "fullSet, iter: 5  i:52, pairs changed 0\n",
      "fullSet, iter: 5  i:53, pairs changed 0\n",
      "fullSet, iter: 5  i:54, pairs changed 0\n",
      "fullSet, iter: 5  i:55, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:56, pairs changed 0\n",
      "fullSet, iter: 5  i:57, pairs changed 0\n",
      "fullSet, iter: 5  i:58, pairs changed 0\n",
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      "fullSet, iter: 5  i:66, pairs changed 0\n",
      "fullSet, iter: 5  i:67, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:68, pairs changed 0\n",
      "fullSet, iter: 5  i:69, pairs changed 0\n",
      "fullSet, iter: 5  i:70, pairs changed 0\n",
      "fullSet, iter: 5  i:71, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:72, pairs changed 0\n",
      "fullSet, iter: 5  i:73, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:74, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:75, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:76, pairs changed 0\n",
      "fullSet, iter: 5  i:77, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:78, pairs changed 0\n",
      "fullSet, iter: 5  i:79, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:80, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:81, pairs changed 0\n",
      "fullSet, iter: 5  i:82, pairs changed 0\n",
      "fullSet, iter: 5  i:83, pairs changed 0\n",
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      "fullSet, iter: 5  i:85, pairs changed 0\n",
      "fullSet, iter: 5  i:86, pairs changed 0\n",
      "fullSet, iter: 5  i:87, pairs changed 0\n",
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      "fullSet, iter: 5  i:89, pairs changed 0\n",
      "fullSet, iter: 5  i:90, pairs changed 0\n",
      "fullSet, iter: 5  i:91, pairs changed 0\n",
      "fullSet, iter: 5  i:92, pairs changed 0\n",
      "fullSet, iter: 5  i:93, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:94, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:95, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:96, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:97, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:98, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:99, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:100, pairs changed 0\n",
      "fullSet, iter: 5  i:101, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:102, pairs changed 0\n",
      "fullSet, iter: 5  i:103, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:104, pairs changed 0\n",
      "fullSet, iter: 5  i:105, pairs changed 0\n",
      "fullSet, iter: 5  i:106, pairs changed 0\n",
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      "fullSet, iter: 5  i:108, pairs changed 0\n",
      "fullSet, iter: 5  i:109, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:110, pairs changed 0\n",
      "fullSet, iter: 5  i:111, pairs changed 0\n",
      "fullSet, iter: 5  i:112, pairs changed 0\n",
      "fullSet, iter: 5  i:113, pairs changed 0\n",
      "fullSet, iter: 5  i:114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:115, pairs changed 0\n",
      "fullSet, iter: 5  i:116, pairs changed 0\n",
      "fullSet, iter: 5  i:117, pairs changed 0\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:122, pairs changed 0\n",
      "fullSet, iter: 5  i:123, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:124, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:125, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:126, pairs changed 0\n",
      "fullSet, iter: 5  i:127, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:128, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:129, pairs changed 0\n",
      "fullSet, iter: 5  i:130, pairs changed 0\n",
      "fullSet, iter: 5  i:131, pairs changed 0\n",
      "fullSet, iter: 5  i:132, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:133, pairs changed 0\n",
      "fullSet, iter: 5  i:134, pairs changed 0\n",
      "fullSet, iter: 5  i:135, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:137, pairs changed 0\n",
      "fullSet, iter: 5  i:138, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:139, pairs changed 0\n",
      "fullSet, iter: 5  i:140, pairs changed 0\n",
      "fullSet, iter: 5  i:141, pairs changed 0\n",
      "fullSet, iter: 5  i:142, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:147, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:148, pairs changed 0\n",
      "fullSet, iter: 5  i:149, pairs changed 0\n",
      "fullSet, iter: 5  i:150, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:151, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:152, pairs changed 0\n",
      "fullSet, iter: 5  i:153, pairs changed 0\n",
      "fullSet, iter: 5  i:154, pairs changed 0\n",
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      "fullSet, iter: 5  i:158, pairs changed 0\n",
      "fullSet, iter: 5  i:159, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:160, pairs changed 0\n",
      "fullSet, iter: 5  i:161, pairs changed 0\n",
      "fullSet, iter: 5  i:162, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:167, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5  i:168, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:169, pairs changed 0\n",
      "fullSet, iter: 5  i:170, pairs changed 0\n",
      "fullSet, iter: 5  i:171, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:172, pairs changed 0\n",
      "fullSet, iter: 5  i:173, pairs changed 0\n",
      "fullSet, iter: 5  i:174, pairs changed 0\n",
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      "fullSet, iter: 5  i:194, pairs changed 0\n",
      "fullSet, iter: 5  i:195, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:196, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:197, pairs changed 0\n",
      "fullSet, iter: 5  i:198, pairs changed 0\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:234, pairs changed 0\n",
      "fullSet, iter: 5  i:235, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:236, pairs changed 0\n",
      "fullSet, iter: 5  i:237, pairs changed 0\n",
      "fullSet, iter: 5  i:238, pairs changed 0\n",
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      "fullSet, iter: 5  i:258, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:262, pairs changed 0\n",
      "fullSet, iter: 5  i:263, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:264, pairs changed 0\n",
      "fullSet, iter: 5  i:265, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:266, pairs changed 0\n",
      "fullSet, iter: 5  i:267, pairs changed 0\n",
      "fullSet, iter: 5  i:268, pairs changed 0\n",
      "fullSet, iter: 5  i:269, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:270, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:271, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:272, pairs changed 0\n",
      "fullSet, iter: 5  i:273, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:274, pairs changed 0\n",
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      "fullSet, iter: 5  i:292, pairs changed 0\n",
      "fullSet, iter: 5  i:293, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:294, pairs changed 0\n",
      "fullSet, iter: 5  i:295, pairs changed 0\n",
      "fullSet, iter: 5  i:296, pairs changed 0\n",
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      "fullSet, iter: 5  i:298, pairs changed 0\n",
      "fullSet, iter: 5  i:299, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:300, pairs changed 0\n",
      "fullSet, iter: 5  i:301, pairs changed 0\n",
      "fullSet, iter: 5  i:302, pairs changed 0\n",
      "fullSet, iter: 5  i:303, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:304, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:305, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:306, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:310, pairs changed 0\n",
      "fullSet, iter: 5  i:311, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:312, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
      "fullSet, iter: 5  i:320, pairs changed 0\n",
      "fullSet, iter: 5  i:321, pairs changed 0\n",
      "fullSet, iter: 5  i:322, pairs changed 0\n",
      "fullSet, iter: 5  i:323, pairs changed 0\n",
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      "fullSet, iter: 5  i:327, pairs changed 0\n",
      "fullSet, iter: 5  i:328, pairs changed 0\n",
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      "fullSet, iter: 5  i:330, pairs changed 0\n",
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      "fullSet, iter: 5  i:333, pairs changed 0\n",
      "fullSet, iter: 5  i:334, pairs changed 0\n",
      "fullSet, iter: 5  i:335, pairs changed 0\n",
      "fullSet, iter: 5  i:336, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:337, pairs changed 0\n",
      "fullSet, iter: 5  i:338, pairs changed 0\n",
      "fullSet, iter: 5  i:339, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:340, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:341, pairs changed 0\n",
      "fullSet, iter: 5  i:342, pairs changed 0\n",
      "fullSet, iter: 5  i:343, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:344, pairs changed 0\n",
      "fullSet, iter: 5  i:345, pairs changed 0\n",
      "fullSet, iter: 5  i:346, pairs changed 0\n",
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      "fullSet, iter: 5  i:352, pairs changed 0\n",
      "fullSet, iter: 5  i:353, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:354, pairs changed 0\n",
      "fullSet, iter: 5  i:355, pairs changed 0\n",
      "fullSet, iter: 5  i:356, pairs changed 0\n",
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      "fullSet, iter: 5  i:359, pairs changed 0\n",
      "fullSet, iter: 5  i:360, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5  i:361, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:362, pairs changed 0\n",
      "fullSet, iter: 5  i:363, pairs changed 0\n",
      "fullSet, iter: 5  i:364, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:365, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:366, pairs changed 0\n",
      "fullSet, iter: 5  i:367, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:368, pairs changed 0\n",
      "fullSet, iter: 5  i:369, pairs changed 0\n",
      "fullSet, iter: 5  i:370, pairs changed 0\n",
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      "fullSet, iter: 5  i:372, pairs changed 0\n",
      "fullSet, iter: 5  i:373, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:374, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:375, pairs changed 0\n",
      "fullSet, iter: 5  i:376, pairs changed 0\n",
      "fullSet, iter: 5  i:377, pairs changed 0\n",
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      "fullSet, iter: 5  i:382, pairs changed 0\n",
      "fullSet, iter: 5  i:383, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:384, pairs changed 0\n",
      "fullSet, iter: 5  i:385, pairs changed 0\n",
      "fullSet, iter: 5  i:386, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:409, pairs changed 0\n",
      "fullSet, iter: 5  i:410, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:411, pairs changed 0\n",
      "fullSet, iter: 5  i:412, pairs changed 0\n",
      "fullSet, iter: 5  i:413, pairs changed 0\n",
      "fullSet, iter: 5  i:414, pairs changed 0\n",
      "fullSet, iter: 5  i:415, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:417, pairs changed 0\n",
      "fullSet, iter: 5  i:418, pairs changed 0\n",
      "fullSet, iter: 5  i:419, pairs changed 0\n",
      "fullSet, iter: 5  i:420, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:421, pairs changed 0\n",
      "fullSet, iter: 5  i:422, pairs changed 0\n",
      "fullSet, iter: 5  i:423, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:425, pairs changed 0\n",
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      "fullSet, iter: 5  i:427, pairs changed 0\n",
      "fullSet, iter: 5  i:428, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:429, pairs changed 0\n",
      "fullSet, iter: 5  i:430, pairs changed 0\n",
      "fullSet, iter: 5  i:431, pairs changed 0\n",
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      "fullSet, iter: 5  i:436, pairs changed 0\n",
      "fullSet, iter: 5  i:437, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:438, pairs changed 0\n",
      "fullSet, iter: 5  i:439, pairs changed 0\n",
      "fullSet, iter: 5  i:440, pairs changed 0\n",
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      "fullSet, iter: 5  i:455, pairs changed 0\n",
      "fullSet, iter: 5  i:456, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:457, pairs changed 0\n",
      "fullSet, iter: 5  i:458, pairs changed 0\n",
      "fullSet, iter: 5  i:459, pairs changed 0\n",
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      "fullSet, iter: 5  i:483, pairs changed 0\n",
      "fullSet, iter: 5  i:484, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:485, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:487, pairs changed 0\n",
      "fullSet, iter: 5  i:488, pairs changed 0\n",
      "fullSet, iter: 5  i:489, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:492, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:493, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:544, pairs changed 0\n",
      "fullSet, iter: 5  i:545, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:546, pairs changed 0\n",
      "fullSet, iter: 5  i:547, pairs changed 0\n",
      "fullSet, iter: 5  i:548, pairs changed 0\n",
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      "fullSet, iter: 5  i:550, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:551, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:552, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:553, pairs changed 0\n",
      "fullSet, iter: 5  i:554, pairs changed 0\n",
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      "fullSet, iter: 5  i:565, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5  i:566, pairs changed 0\n",
      "fullSet, iter: 5  i:567, pairs changed 0\n",
      "fullSet, iter: 5  i:568, pairs changed 0\n",
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      "fullSet, iter: 5  i:584, pairs changed 0\n",
      "fullSet, iter: 5  i:585, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:586, pairs changed 0\n",
      "fullSet, iter: 5  i:587, pairs changed 0\n",
      "fullSet, iter: 5  i:588, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:589, pairs changed 0\n",
      "fullSet, iter: 5  i:590, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:591, pairs changed 0\n",
      "fullSet, iter: 5  i:592, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:593, pairs changed 0\n",
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      "fullSet, iter: 5  i:596, pairs changed 0\n",
      "fullSet, iter: 5  i:597, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:598, pairs changed 0\n",
      "fullSet, iter: 5  i:599, pairs changed 0\n",
      "fullSet, iter: 5  i:600, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:601, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:603, pairs changed 0\n",
      "fullSet, iter: 5  i:604, pairs changed 0\n",
      "fullSet, iter: 5  i:605, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:606, pairs changed 0\n",
      "fullSet, iter: 5  i:607, pairs changed 0\n",
      "fullSet, iter: 5  i:608, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:610, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:611, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:612, pairs changed 0\n",
      "fullSet, iter: 5  i:613, pairs changed 0\n",
      "fullSet, iter: 5  i:614, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:615, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:616, pairs changed 0\n",
      "fullSet, iter: 5  i:617, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:618, pairs changed 0\n",
      "fullSet, iter: 5  i:619, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:620, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:622, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:626, pairs changed 0\n",
      "fullSet, iter: 5  i:627, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:628, pairs changed 0\n",
      "fullSet, iter: 5  i:629, pairs changed 0\n",
      "fullSet, iter: 5  i:630, pairs changed 0\n",
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      "fullSet, iter: 5  i:636, pairs changed 0\n",
      "fullSet, iter: 5  i:637, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:638, pairs changed 0\n",
      "fullSet, iter: 5  i:639, pairs changed 0\n",
      "fullSet, iter: 5  i:640, pairs changed 0\n",
      "fullSet, iter: 5  i:641, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:642, pairs changed 0\n",
      "fullSet, iter: 5  i:643, pairs changed 0\n",
      "fullSet, iter: 5  i:644, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:647, pairs changed 0\n",
      "fullSet, iter: 5  i:648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:649, pairs changed 0\n",
      "fullSet, iter: 5  i:650, pairs changed 0\n",
      "fullSet, iter: 5  i:651, pairs changed 0\n",
      "fullSet, iter: 5  i:652, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:653, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:654, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:655, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:656, pairs changed 0\n",
      "fullSet, iter: 5  i:657, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:658, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:659, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:661, pairs changed 0\n",
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      "fullSet, iter: 5  i:671, pairs changed 0\n",
      "fullSet, iter: 5  i:672, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:673, pairs changed 0\n",
      "fullSet, iter: 5  i:674, pairs changed 0\n",
      "fullSet, iter: 5  i:675, pairs changed 0\n",
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      "fullSet, iter: 5  i:681, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:682, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:683, pairs changed 0\n",
      "fullSet, iter: 5  i:684, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:685, pairs changed 0\n",
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      "fullSet, iter: 5  i:687, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:688, pairs changed 0\n",
      "fullSet, iter: 5  i:689, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:690, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:691, pairs changed 0\n",
      "fullSet, iter: 5  i:692, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:695, pairs changed 0\n",
      "fullSet, iter: 5  i:696, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:697, pairs changed 0\n",
      "fullSet, iter: 5  i:698, pairs changed 0\n",
      "fullSet, iter: 5  i:699, pairs changed 0\n",
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      "fullSet, iter: 5  i:704, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:705, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:707, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:708, pairs changed 0\n",
      "fullSet, iter: 5  i:709, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:710, pairs changed 0\n",
      "fullSet, iter: 5  i:711, pairs changed 0\n",
      "fullSet, iter: 5  i:712, pairs changed 0\n",
      "fullSet, iter: 5  i:713, pairs changed 0\n",
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      "fullSet, iter: 5  i:715, pairs changed 0\n",
      "fullSet, iter: 5  i:716, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:717, pairs changed 0\n",
      "fullSet, iter: 5  i:718, pairs changed 0\n",
      "fullSet, iter: 5  i:719, pairs changed 0\n",
      "fullSet, iter: 5  i:720, pairs changed 0\n",
      "fullSet, iter: 5  i:721, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:722, pairs changed 0\n",
      "fullSet, iter: 5  i:723, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:724, pairs changed 0\n",
      "fullSet, iter: 5  i:725, pairs changed 0\n",
      "fullSet, iter: 5  i:726, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:727, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:728, pairs changed 0\n",
      "fullSet, iter: 5  i:729, pairs changed 0\n",
      "fullSet, iter: 5  i:730, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:731, pairs changed 0\n",
      "fullSet, iter: 5  i:732, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:733, pairs changed 0\n",
      "fullSet, iter: 5  i:734, pairs changed 0\n",
      "fullSet, iter: 5  i:735, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:736, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:737, pairs changed 0\n",
      "fullSet, iter: 5  i:738, pairs changed 0\n",
      "fullSet, iter: 5  i:739, pairs changed 0\n",
      "fullSet, iter: 5  i:740, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:741, pairs changed 0\n",
      "fullSet, iter: 5  i:742, pairs changed 0\n",
      "fullSet, iter: 5  i:743, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:744, pairs changed 0\n",
      "fullSet, iter: 5  i:745, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:746, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:747, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:748, pairs changed 0\n",
      "fullSet, iter: 5  i:749, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:750, pairs changed 0\n",
      "fullSet, iter: 5  i:751, pairs changed 0\n",
      "fullSet, iter: 5  i:752, pairs changed 0\n",
      "fullSet, iter: 5  i:753, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:754, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5  i:755, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:756, pairs changed 0\n",
      "fullSet, iter: 5  i:757, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:761, pairs changed 0\n",
      "fullSet, iter: 5  i:762, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:763, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:764, pairs changed 0\n",
      "fullSet, iter: 5  i:765, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:782, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:783, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:784, pairs changed 0\n",
      "fullSet, iter: 5  i:785, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:786, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:787, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:788, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:789, pairs changed 0\n",
      "fullSet, iter: 5  i:790, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:791, pairs changed 0\n",
      "fullSet, iter: 5  i:792, pairs changed 0\n",
      "fullSet, iter: 5  i:793, pairs changed 0\n",
      "fullSet, iter: 5  i:794, pairs changed 0\n",
      "fullSet, iter: 5  i:795, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:796, pairs changed 0\n",
      "fullSet, iter: 5  i:797, pairs changed 0\n",
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      "fullSet, iter: 5  i:817, pairs changed 0\n",
      "fullSet, iter: 5  i:818, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:819, pairs changed 0\n",
      "fullSet, iter: 5  i:820, pairs changed 0\n",
      "fullSet, iter: 5  i:821, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:823, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:824, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:825, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:826, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:827, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:829, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:837, pairs changed 0\n",
      "fullSet, iter: 5  i:838, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:840, pairs changed 0\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:898, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:916, pairs changed 0\n",
      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:940, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5  i:941, pairs changed 0\n",
      "fullSet, iter: 5  i:942, pairs changed 0\n",
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      "fullSet, iter: 5  i:960, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:961, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:962, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:963, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:964, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 5  i:966, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:978, pairs changed 0\n",
      "fullSet, iter: 5  i:979, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:984, pairs changed 0\n",
      "L==H\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:998, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:999, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1001, pairs changed 0\n",
      "fullSet, iter: 5  i:1002, pairs changed 0\n",
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      "fullSet, iter: 5  i:1006, pairs changed 0\n",
      "fullSet, iter: 5  i:1007, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1008, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1009, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1011, pairs changed 0\n",
      "fullSet, iter: 5  i:1012, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1013, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1014, pairs changed 0\n",
      "fullSet, iter: 5  i:1015, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1016, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1017, pairs changed 0\n",
      "fullSet, iter: 5  i:1018, pairs changed 0\n",
      "fullSet, iter: 5  i:1019, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:1025, pairs changed 0\n",
      "fullSet, iter: 5  i:1026, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1027, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:1039, pairs changed 0\n",
      "fullSet, iter: 5  i:1040, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1041, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1042, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1043, pairs changed 0\n",
      "fullSet, iter: 5  i:1044, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1045, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1046, pairs changed 0\n",
      "fullSet, iter: 5  i:1047, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1048, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:1050, pairs changed 0\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:1053, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1054, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1055, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1057, pairs changed 0\n",
      "fullSet, iter: 5  i:1058, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:1065, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1067, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:1075, pairs changed 0\n",
      "fullSet, iter: 5  i:1076, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1083, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1084, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1085, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:1091, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1093, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1095, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:1099, pairs changed 0\n",
      "fullSet, iter: 5  i:1100, pairs changed 0\n",
      "fullSet, iter: 5  i:1101, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1102, pairs changed 0\n",
      "fullSet, iter: 5  i:1103, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1104, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1105, pairs changed 0\n",
      "fullSet, iter: 5  i:1106, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1107, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:1109, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:1113, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1114, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 5  i:1116, pairs changed 0\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:1127, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 5  i:1128, pairs changed 0\n",
      "fullSet, iter: 5  i:1129, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1130, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 5  i:1357, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5  i:1358, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1359, pairs changed 0\n",
      "fullSet, iter: 5  i:1360, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1361, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:1368, pairs changed 0\n",
      "fullSet, iter: 5  i:1369, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1370, pairs changed 0\n",
      "fullSet, iter: 5  i:1371, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1372, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 5  i:1375, pairs changed 0\n",
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      "fullSet, iter: 5  i:1387, pairs changed 0\n",
      "fullSet, iter: 5  i:1388, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1389, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1390, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1391, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1392, pairs changed 0\n",
      "fullSet, iter: 5  i:1393, pairs changed 0\n",
      "fullSet, iter: 5  i:1394, pairs changed 0\n",
      "fullSet, iter: 5  i:1395, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1396, pairs changed 0\n",
      "fullSet, iter: 5  i:1397, pairs changed 0\n",
      "fullSet, iter: 5  i:1398, pairs changed 0\n",
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      "fullSet, iter: 5  i:1410, pairs changed 0\n",
      "fullSet, iter: 5  i:1411, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1412, pairs changed 0\n",
      "fullSet, iter: 5  i:1413, pairs changed 0\n",
      "fullSet, iter: 5  i:1414, pairs changed 0\n",
      "fullSet, iter: 5  i:1415, pairs changed 0\n",
      "fullSet, iter: 5  i:1416, pairs changed 0\n",
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      "fullSet, iter: 5  i:1419, pairs changed 0\n",
      "fullSet, iter: 5  i:1420, pairs changed 0\n",
      "fullSet, iter: 5  i:1421, pairs changed 0\n",
      "fullSet, iter: 5  i:1422, pairs changed 0\n",
      "fullSet, iter: 5  i:1423, pairs changed 0\n",
      "fullSet, iter: 5  i:1424, pairs changed 0\n",
      "fullSet, iter: 5  i:1425, pairs changed 0\n",
      "fullSet, iter: 5  i:1426, pairs changed 0\n",
      "fullSet, iter: 5  i:1427, pairs changed 0\n",
      "fullSet, iter: 5  i:1428, pairs changed 0\n",
      "fullSet, iter: 5  i:1429, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1430, pairs changed 0\n",
      "fullSet, iter: 5  i:1431, pairs changed 0\n",
      "fullSet, iter: 5  i:1432, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1433, pairs changed 0\n",
      "fullSet, iter: 5  i:1434, pairs changed 0\n",
      "fullSet, iter: 5  i:1435, pairs changed 0\n",
      "fullSet, iter: 5  i:1436, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1437, pairs changed 0\n",
      "fullSet, iter: 5  i:1438, pairs changed 0\n",
      "fullSet, iter: 5  i:1439, pairs changed 0\n",
      "fullSet, iter: 5  i:1440, pairs changed 0\n",
      "fullSet, iter: 5  i:1441, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1442, pairs changed 0\n",
      "fullSet, iter: 5  i:1443, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1444, pairs changed 0\n",
      "fullSet, iter: 5  i:1445, pairs changed 0\n",
      "fullSet, iter: 5  i:1446, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1447, pairs changed 0\n",
      "fullSet, iter: 5  i:1448, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1449, pairs changed 0\n",
      "fullSet, iter: 5  i:1450, pairs changed 0\n",
      "fullSet, iter: 5  i:1451, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1452, pairs changed 0\n",
      "fullSet, iter: 5  i:1453, pairs changed 0\n",
      "fullSet, iter: 5  i:1454, pairs changed 0\n",
      "fullSet, iter: 5  i:1455, pairs changed 0\n",
      "fullSet, iter: 5  i:1456, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1457, pairs changed 0\n",
      "fullSet, iter: 5  i:1458, pairs changed 0\n",
      "fullSet, iter: 5  i:1459, pairs changed 0\n",
      "fullSet, iter: 5  i:1460, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:1462, pairs changed 0\n",
      "fullSet, iter: 5  i:1463, pairs changed 0\n",
      "fullSet, iter: 5  i:1464, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1465, pairs changed 0\n",
      "fullSet, iter: 5  i:1466, pairs changed 0\n",
      "fullSet, iter: 5  i:1467, pairs changed 0\n",
      "fullSet, iter: 5  i:1468, pairs changed 0\n",
      "fullSet, iter: 5  i:1469, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1470, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1471, pairs changed 0\n",
      "fullSet, iter: 5  i:1472, pairs changed 0\n",
      "fullSet, iter: 5  i:1473, pairs changed 0\n",
      "fullSet, iter: 5  i:1474, pairs changed 0\n",
      "fullSet, iter: 5  i:1475, pairs changed 0\n",
      "fullSet, iter: 5  i:1476, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1477, pairs changed 0\n",
      "fullSet, iter: 5  i:1478, pairs changed 0\n",
      "fullSet, iter: 5  i:1479, pairs changed 0\n",
      "fullSet, iter: 5  i:1480, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1481, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1482, pairs changed 0\n",
      "fullSet, iter: 5  i:1483, pairs changed 0\n",
      "fullSet, iter: 5  i:1484, pairs changed 0\n",
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      "fullSet, iter: 5  i:1491, pairs changed 0\n",
      "fullSet, iter: 5  i:1492, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1493, pairs changed 0\n",
      "fullSet, iter: 5  i:1494, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1495, pairs changed 0\n",
      "fullSet, iter: 5  i:1496, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1497, pairs changed 0\n",
      "fullSet, iter: 5  i:1498, pairs changed 0\n",
      "fullSet, iter: 5  i:1499, pairs changed 0\n",
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      "fullSet, iter: 5  i:1502, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1503, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1504, pairs changed 0\n",
      "fullSet, iter: 5  i:1505, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 5  i:1526, pairs changed 0\n",
      "fullSet, iter: 5  i:1527, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1528, pairs changed 0\n",
      "fullSet, iter: 5  i:1529, pairs changed 0\n",
      "fullSet, iter: 5  i:1530, pairs changed 0\n",
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      "fullSet, iter: 5  i:1537, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1538, pairs changed 0\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:1540, pairs changed 0\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:1542, pairs changed 0\n",
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      "fullSet, iter: 5  i:1548, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5  i:1549, pairs changed 0\n",
      "fullSet, iter: 5  i:1550, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1551, pairs changed 0\n",
      "fullSet, iter: 5  i:1552, pairs changed 0\n",
      "fullSet, iter: 5  i:1553, pairs changed 0\n",
      "fullSet, iter: 5  i:1554, pairs changed 0\n",
      "fullSet, iter: 5  i:1555, pairs changed 0\n",
      "fullSet, iter: 5  i:1556, pairs changed 0\n",
      "fullSet, iter: 5  i:1557, pairs changed 0\n",
      "fullSet, iter: 5  i:1558, pairs changed 0\n",
      "fullSet, iter: 5  i:1559, pairs changed 0\n",
      "fullSet, iter: 5  i:1560, pairs changed 0\n",
      "fullSet, iter: 5  i:1561, pairs changed 0\n",
      "fullSet, iter: 5  i:1562, pairs changed 0\n",
      "fullSet, iter: 5  i:1563, pairs changed 0\n",
      "fullSet, iter: 5  i:1564, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1565, pairs changed 0\n",
      "fullSet, iter: 5  i:1566, pairs changed 0\n",
      "fullSet, iter: 5  i:1567, pairs changed 0\n",
      "fullSet, iter: 5  i:1568, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1569, pairs changed 0\n",
      "fullSet, iter: 5  i:1570, pairs changed 0\n",
      "fullSet, iter: 5  i:1571, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1572, pairs changed 0\n",
      "fullSet, iter: 5  i:1573, pairs changed 0\n",
      "fullSet, iter: 5  i:1574, pairs changed 0\n",
      "fullSet, iter: 5  i:1575, pairs changed 0\n",
      "fullSet, iter: 5  i:1576, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1577, pairs changed 0\n",
      "fullSet, iter: 5  i:1578, pairs changed 0\n",
      "fullSet, iter: 5  i:1579, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1580, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1581, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1582, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1583, pairs changed 0\n",
      "fullSet, iter: 5  i:1584, pairs changed 0\n",
      "fullSet, iter: 5  i:1585, pairs changed 0\n",
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      "fullSet, iter: 5  i:1587, pairs changed 0\n",
      "fullSet, iter: 5  i:1588, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1589, pairs changed 0\n",
      "fullSet, iter: 5  i:1590, pairs changed 0\n",
      "fullSet, iter: 5  i:1591, pairs changed 0\n",
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      "fullSet, iter: 5  i:1593, pairs changed 0\n",
      "fullSet, iter: 5  i:1594, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1595, pairs changed 0\n",
      "fullSet, iter: 5  i:1596, pairs changed 0\n",
      "fullSet, iter: 5  i:1597, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1598, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1599, pairs changed 0\n",
      "fullSet, iter: 5  i:1600, pairs changed 0\n",
      "fullSet, iter: 5  i:1601, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1602, pairs changed 0\n",
      "fullSet, iter: 5  i:1603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1604, pairs changed 0\n",
      "fullSet, iter: 5  i:1605, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1606, pairs changed 0\n",
      "fullSet, iter: 5  i:1607, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1608, pairs changed 0\n",
      "fullSet, iter: 5  i:1609, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1610, pairs changed 0\n",
      "fullSet, iter: 5  i:1611, pairs changed 0\n",
      "fullSet, iter: 5  i:1612, pairs changed 0\n",
      "fullSet, iter: 5  i:1613, pairs changed 0\n",
      "fullSet, iter: 5  i:1614, pairs changed 0\n",
      "fullSet, iter: 5  i:1615, pairs changed 0\n",
      "fullSet, iter: 5  i:1616, pairs changed 0\n",
      "fullSet, iter: 5  i:1617, pairs changed 0\n",
      "fullSet, iter: 5  i:1618, pairs changed 0\n",
      "fullSet, iter: 5  i:1619, pairs changed 0\n",
      "fullSet, iter: 5  i:1620, pairs changed 0\n",
      "fullSet, iter: 5  i:1621, pairs changed 0\n",
      "fullSet, iter: 5  i:1622, pairs changed 0\n",
      "fullSet, iter: 5  i:1623, pairs changed 0\n",
      "fullSet, iter: 5  i:1624, pairs changed 0\n",
      "fullSet, iter: 5  i:1625, pairs changed 0\n",
      "fullSet, iter: 5  i:1626, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1627, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1628, pairs changed 0\n",
      "fullSet, iter: 5  i:1629, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1630, pairs changed 0\n",
      "fullSet, iter: 5  i:1631, pairs changed 0\n",
      "fullSet, iter: 5  i:1632, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1633, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1634, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1635, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1636, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1637, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1638, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1639, pairs changed 0\n",
      "fullSet, iter: 5  i:1640, pairs changed 0\n",
      "fullSet, iter: 5  i:1641, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1642, pairs changed 0\n",
      "fullSet, iter: 5  i:1643, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1644, pairs changed 0\n",
      "fullSet, iter: 5  i:1645, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1646, pairs changed 0\n",
      "fullSet, iter: 5  i:1647, pairs changed 0\n",
      "fullSet, iter: 5  i:1648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1649, pairs changed 0\n",
      "fullSet, iter: 5  i:1650, pairs changed 0\n",
      "fullSet, iter: 5  i:1651, pairs changed 0\n",
      "fullSet, iter: 5  i:1652, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1653, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1654, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1655, pairs changed 0\n",
      "fullSet, iter: 5  i:1656, pairs changed 0\n",
      "fullSet, iter: 5  i:1657, pairs changed 0\n",
      "fullSet, iter: 5  i:1658, pairs changed 0\n",
      "fullSet, iter: 5  i:1659, pairs changed 0\n",
      "fullSet, iter: 5  i:1660, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1661, pairs changed 0\n",
      "fullSet, iter: 5  i:1662, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1663, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1664, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1665, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1666, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1667, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1668, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1669, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1670, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1671, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1672, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1673, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1674, pairs changed 0\n",
      "fullSet, iter: 5  i:1675, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1676, pairs changed 0\n",
      "fullSet, iter: 5  i:1677, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1678, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1679, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1680, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1681, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1682, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1683, pairs changed 0\n",
      "fullSet, iter: 5  i:1684, pairs changed 0\n",
      "fullSet, iter: 5  i:1685, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1686, pairs changed 0\n",
      "fullSet, iter: 5  i:1687, pairs changed 0\n",
      "fullSet, iter: 5  i:1688, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1689, pairs changed 0\n",
      "fullSet, iter: 5  i:1690, pairs changed 0\n",
      "fullSet, iter: 5  i:1691, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1692, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1693, pairs changed 0\n",
      "fullSet, iter: 5  i:1694, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1695, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1696, pairs changed 0\n",
      "fullSet, iter: 5  i:1697, pairs changed 0\n",
      "fullSet, iter: 5  i:1698, pairs changed 0\n",
      "fullSet, iter: 5  i:1699, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1700, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1701, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1702, pairs changed 0\n",
      "fullSet, iter: 5  i:1703, pairs changed 0\n",
      "fullSet, iter: 5  i:1704, pairs changed 0\n",
      "fullSet, iter: 5  i:1705, pairs changed 0\n",
      "fullSet, iter: 5  i:1706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1707, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1708, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1709, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1710, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1711, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1712, pairs changed 0\n",
      "fullSet, iter: 5  i:1713, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1714, pairs changed 0\n",
      "fullSet, iter: 5  i:1715, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1716, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1717, pairs changed 0\n",
      "fullSet, iter: 5  i:1718, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1719, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1720, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1721, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1722, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 5  i:1723, pairs changed 0\n",
      "fullSet, iter: 5  i:1724, pairs changed 0\n",
      "fullSet, iter: 5  i:1725, pairs changed 0\n",
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      "fullSet, iter: 5  i:1728, pairs changed 0\n",
      "fullSet, iter: 5  i:1729, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 5  i:1731, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 5  i:1732, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 5  i:1733, pairs changed 0\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
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      "iteration number: 6\n",
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     ]
    },
    {
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     "text": [
      "j not moving enough\n",
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     ]
    },
    {
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     "text": [
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     ]
    },
    {
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     "text": [
      "j not moving enough\n",
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     ]
    },
    {
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     "text": [
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      "non-bound, iter: 7   i:1841, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "non-bound, iter: 7   i:1842, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 7   i:1915, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 7   i:1920, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "non-bound, iter: 7   i:1930, pairs changed 0\n",
      "j not moving enough\n",
      "non-bound, iter: 7   i:1933, pairs changed 0\n",
      "iteration number: 8\n",
      "L==H\n",
      "fullSet, iter: 8  i:0, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:2, pairs changed 0\n",
      "fullSet, iter: 8  i:3, pairs changed 0\n",
      "fullSet, iter: 8  i:4, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:6, pairs changed 0\n",
      "fullSet, iter: 8  i:7, pairs changed 0\n",
      "fullSet, iter: 8  i:8, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:9, pairs changed 0\n",
      "fullSet, iter: 8  i:10, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:11, pairs changed 0\n",
      "fullSet, iter: 8  i:12, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:13, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:14, pairs changed 0\n",
      "fullSet, iter: 8  i:15, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:16, pairs changed 0\n",
      "fullSet, iter: 8  i:17, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:18, pairs changed 0\n",
      "fullSet, iter: 8  i:19, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:20, pairs changed 0\n",
      "fullSet, iter: 8  i:21, pairs changed 0\n",
      "fullSet, iter: 8  i:22, pairs changed 0\n",
      "fullSet, iter: 8  i:23, pairs changed 0\n",
      "fullSet, iter: 8  i:24, pairs changed 0\n",
      "fullSet, iter: 8  i:25, pairs changed 0\n",
      "fullSet, iter: 8  i:26, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:27, pairs changed 0\n",
      "fullSet, iter: 8  i:28, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:29, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:30, pairs changed 0\n",
      "fullSet, iter: 8  i:31, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:32, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:33, pairs changed 0\n",
      "fullSet, iter: 8  i:34, pairs changed 0\n",
      "fullSet, iter: 8  i:35, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:36, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:37, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:38, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:39, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:40, pairs changed 0\n",
      "fullSet, iter: 8  i:41, pairs changed 0\n",
      "fullSet, iter: 8  i:42, pairs changed 0\n",
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      "fullSet, iter: 8  i:45, pairs changed 0\n",
      "fullSet, iter: 8  i:46, pairs changed 0\n",
      "fullSet, iter: 8  i:47, pairs changed 0\n",
      "fullSet, iter: 8  i:48, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:49, pairs changed 0\n",
      "fullSet, iter: 8  i:50, pairs changed 0\n",
      "fullSet, iter: 8  i:51, pairs changed 0\n",
      "fullSet, iter: 8  i:52, pairs changed 0\n",
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      "fullSet, iter: 8  i:54, pairs changed 0\n",
      "fullSet, iter: 8  i:55, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:56, pairs changed 0\n",
      "fullSet, iter: 8  i:57, pairs changed 0\n",
      "fullSet, iter: 8  i:58, pairs changed 0\n",
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      "fullSet, iter: 8  i:66, pairs changed 0\n",
      "fullSet, iter: 8  i:67, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:68, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:69, pairs changed 0\n",
      "fullSet, iter: 8  i:70, pairs changed 0\n",
      "fullSet, iter: 8  i:71, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:72, pairs changed 0\n",
      "fullSet, iter: 8  i:73, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:74, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:75, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:76, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:77, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:78, pairs changed 0\n",
      "fullSet, iter: 8  i:79, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:80, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:81, pairs changed 0\n",
      "fullSet, iter: 8  i:82, pairs changed 0\n",
      "fullSet, iter: 8  i:83, pairs changed 0\n",
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      "fullSet, iter: 8  i:85, pairs changed 0\n",
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      "fullSet, iter: 8  i:89, pairs changed 0\n",
      "fullSet, iter: 8  i:90, pairs changed 0\n",
      "fullSet, iter: 8  i:91, pairs changed 0\n",
      "fullSet, iter: 8  i:92, pairs changed 0\n",
      "fullSet, iter: 8  i:93, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:94, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 8  i:95, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:96, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:97, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:98, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:99, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:100, pairs changed 0\n",
      "fullSet, iter: 8  i:101, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:102, pairs changed 0\n",
      "fullSet, iter: 8  i:103, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:104, pairs changed 0\n",
      "fullSet, iter: 8  i:105, pairs changed 0\n",
      "fullSet, iter: 8  i:106, pairs changed 0\n",
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      "fullSet, iter: 8  i:108, pairs changed 0\n",
      "fullSet, iter: 8  i:109, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:110, pairs changed 0\n",
      "fullSet, iter: 8  i:111, pairs changed 0\n",
      "fullSet, iter: 8  i:112, pairs changed 0\n",
      "fullSet, iter: 8  i:113, pairs changed 0\n",
      "fullSet, iter: 8  i:114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:115, pairs changed 0\n",
      "fullSet, iter: 8  i:116, pairs changed 0\n",
      "fullSet, iter: 8  i:117, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:118, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:119, pairs changed 0\n",
      "fullSet, iter: 8  i:120, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:121, pairs changed 0\n",
      "fullSet, iter: 8  i:122, pairs changed 0\n",
      "fullSet, iter: 8  i:123, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:124, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:125, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:126, pairs changed 0\n",
      "fullSet, iter: 8  i:127, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:128, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:129, pairs changed 0\n",
      "fullSet, iter: 8  i:130, pairs changed 0\n",
      "fullSet, iter: 8  i:131, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:132, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:133, pairs changed 0\n",
      "fullSet, iter: 8  i:134, pairs changed 0\n",
      "fullSet, iter: 8  i:135, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:136, pairs changed 0\n",
      "fullSet, iter: 8  i:137, pairs changed 0\n",
      "fullSet, iter: 8  i:138, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:139, pairs changed 0\n",
      "fullSet, iter: 8  i:140, pairs changed 0\n",
      "fullSet, iter: 8  i:141, pairs changed 0\n",
      "fullSet, iter: 8  i:142, pairs changed 0\n",
      "fullSet, iter: 8  i:143, pairs changed 0\n",
      "fullSet, iter: 8  i:144, pairs changed 0\n",
      "fullSet, iter: 8  i:145, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:146, pairs changed 0\n",
      "fullSet, iter: 8  i:147, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:148, pairs changed 0\n",
      "fullSet, iter: 8  i:149, pairs changed 0\n",
      "fullSet, iter: 8  i:150, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:151, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:152, pairs changed 0\n",
      "fullSet, iter: 8  i:153, pairs changed 0\n",
      "fullSet, iter: 8  i:154, pairs changed 0\n",
      "fullSet, iter: 8  i:155, pairs changed 0\n",
      "fullSet, iter: 8  i:156, pairs changed 0\n",
      "fullSet, iter: 8  i:157, pairs changed 0\n",
      "fullSet, iter: 8  i:158, pairs changed 0\n",
      "fullSet, iter: 8  i:159, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:160, pairs changed 0\n",
      "fullSet, iter: 8  i:161, pairs changed 0\n",
      "fullSet, iter: 8  i:162, pairs changed 0\n",
      "fullSet, iter: 8  i:163, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:164, pairs changed 0\n",
      "fullSet, iter: 8  i:165, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:166, pairs changed 0\n",
      "fullSet, iter: 8  i:167, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:168, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:169, pairs changed 0\n",
      "fullSet, iter: 8  i:170, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:171, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:172, pairs changed 0\n",
      "fullSet, iter: 8  i:173, pairs changed 0\n",
      "fullSet, iter: 8  i:174, pairs changed 0\n",
      "fullSet, iter: 8  i:175, pairs changed 0\n",
      "fullSet, iter: 8  i:176, pairs changed 0\n",
      "fullSet, iter: 8  i:177, pairs changed 0\n",
      "fullSet, iter: 8  i:178, pairs changed 0\n",
      "fullSet, iter: 8  i:179, pairs changed 0\n",
      "fullSet, iter: 8  i:180, pairs changed 0\n",
      "fullSet, iter: 8  i:181, pairs changed 0\n",
      "fullSet, iter: 8  i:182, pairs changed 0\n",
      "fullSet, iter: 8  i:183, pairs changed 0\n",
      "fullSet, iter: 8  i:184, pairs changed 0\n",
      "fullSet, iter: 8  i:185, pairs changed 0\n",
      "fullSet, iter: 8  i:186, pairs changed 0\n",
      "fullSet, iter: 8  i:187, pairs changed 0\n",
      "fullSet, iter: 8  i:188, pairs changed 0\n",
      "fullSet, iter: 8  i:189, pairs changed 0\n",
      "fullSet, iter: 8  i:190, pairs changed 0\n",
      "fullSet, iter: 8  i:191, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:192, pairs changed 0\n",
      "fullSet, iter: 8  i:193, pairs changed 0\n",
      "fullSet, iter: 8  i:194, pairs changed 0\n",
      "fullSet, iter: 8  i:195, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:196, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:197, pairs changed 0\n",
      "fullSet, iter: 8  i:198, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:199, pairs changed 0\n",
      "fullSet, iter: 8  i:200, pairs changed 0\n",
      "fullSet, iter: 8  i:201, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:202, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:203, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:204, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:205, pairs changed 0\n",
      "fullSet, iter: 8  i:206, pairs changed 0\n",
      "fullSet, iter: 8  i:207, pairs changed 0\n",
      "fullSet, iter: 8  i:208, pairs changed 0\n",
      "fullSet, iter: 8  i:209, pairs changed 0\n",
      "fullSet, iter: 8  i:210, pairs changed 0\n",
      "fullSet, iter: 8  i:211, pairs changed 0\n",
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      "fullSet, iter: 8  i:213, pairs changed 0\n",
      "fullSet, iter: 8  i:214, pairs changed 0\n",
      "fullSet, iter: 8  i:215, pairs changed 0\n",
      "fullSet, iter: 8  i:216, pairs changed 0\n",
      "fullSet, iter: 8  i:217, pairs changed 0\n",
      "fullSet, iter: 8  i:218, pairs changed 0\n",
      "fullSet, iter: 8  i:219, pairs changed 0\n",
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      "fullSet, iter: 8  i:221, pairs changed 0\n",
      "fullSet, iter: 8  i:222, pairs changed 0\n",
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      "fullSet, iter: 8  i:224, pairs changed 0\n",
      "fullSet, iter: 8  i:225, pairs changed 0\n",
      "fullSet, iter: 8  i:226, pairs changed 0\n",
      "fullSet, iter: 8  i:227, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:228, pairs changed 0\n",
      "fullSet, iter: 8  i:229, pairs changed 0\n",
      "fullSet, iter: 8  i:230, pairs changed 0\n",
      "fullSet, iter: 8  i:231, pairs changed 0\n",
      "fullSet, iter: 8  i:232, pairs changed 0\n",
      "fullSet, iter: 8  i:233, pairs changed 0\n",
      "fullSet, iter: 8  i:234, pairs changed 0\n",
      "fullSet, iter: 8  i:235, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:236, pairs changed 0\n",
      "fullSet, iter: 8  i:237, pairs changed 0\n",
      "fullSet, iter: 8  i:238, pairs changed 0\n",
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      "fullSet, iter: 8  i:240, pairs changed 0\n",
      "fullSet, iter: 8  i:241, pairs changed 0\n",
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      "fullSet, iter: 8  i:243, pairs changed 0\n",
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      "fullSet, iter: 8  i:246, pairs changed 0\n",
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      "fullSet, iter: 8  i:248, pairs changed 0\n",
      "fullSet, iter: 8  i:249, pairs changed 0\n",
      "fullSet, iter: 8  i:250, pairs changed 0\n",
      "fullSet, iter: 8  i:251, pairs changed 0\n",
      "fullSet, iter: 8  i:252, pairs changed 0\n",
      "fullSet, iter: 8  i:253, pairs changed 0\n",
      "fullSet, iter: 8  i:254, pairs changed 0\n",
      "fullSet, iter: 8  i:255, pairs changed 0\n",
      "fullSet, iter: 8  i:256, pairs changed 0\n",
      "fullSet, iter: 8  i:257, pairs changed 0\n",
      "fullSet, iter: 8  i:258, pairs changed 0\n",
      "fullSet, iter: 8  i:259, pairs changed 0\n",
      "fullSet, iter: 8  i:260, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:261, pairs changed 0\n",
      "fullSet, iter: 8  i:262, pairs changed 0\n",
      "fullSet, iter: 8  i:263, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:264, pairs changed 0\n",
      "fullSet, iter: 8  i:265, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:266, pairs changed 0\n",
      "fullSet, iter: 8  i:267, pairs changed 0\n",
      "fullSet, iter: 8  i:268, pairs changed 0\n",
      "fullSet, iter: 8  i:269, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:270, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:271, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:272, pairs changed 0\n",
      "fullSet, iter: 8  i:273, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:274, pairs changed 0\n",
      "fullSet, iter: 8  i:275, pairs changed 0\n",
      "fullSet, iter: 8  i:276, pairs changed 0\n",
      "fullSet, iter: 8  i:277, pairs changed 0\n",
      "fullSet, iter: 8  i:278, pairs changed 0\n",
      "fullSet, iter: 8  i:279, pairs changed 0\n",
      "fullSet, iter: 8  i:280, pairs changed 0\n",
      "fullSet, iter: 8  i:281, pairs changed 0\n",
      "fullSet, iter: 8  i:282, pairs changed 0\n",
      "fullSet, iter: 8  i:283, pairs changed 0\n",
      "fullSet, iter: 8  i:284, pairs changed 0\n",
      "fullSet, iter: 8  i:285, pairs changed 0\n",
      "fullSet, iter: 8  i:286, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:287, pairs changed 0\n",
      "fullSet, iter: 8  i:288, pairs changed 0\n",
      "fullSet, iter: 8  i:289, pairs changed 0\n",
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      "fullSet, iter: 8  i:293, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 8  i:294, pairs changed 0\n",
      "fullSet, iter: 8  i:295, pairs changed 0\n",
      "fullSet, iter: 8  i:296, pairs changed 0\n",
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      "fullSet, iter: 8  i:298, pairs changed 0\n",
      "fullSet, iter: 8  i:299, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:300, pairs changed 0\n",
      "fullSet, iter: 8  i:301, pairs changed 0\n",
      "fullSet, iter: 8  i:302, pairs changed 0\n",
      "fullSet, iter: 8  i:303, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:304, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:305, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:306, pairs changed 0\n",
      "fullSet, iter: 8  i:307, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:308, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:309, pairs changed 0\n",
      "fullSet, iter: 8  i:310, pairs changed 0\n",
      "fullSet, iter: 8  i:311, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:312, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:313, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:314, pairs changed 0\n",
      "fullSet, iter: 8  i:315, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:317, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:318, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:319, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:320, pairs changed 0\n",
      "fullSet, iter: 8  i:321, pairs changed 0\n",
      "fullSet, iter: 8  i:322, pairs changed 0\n",
      "fullSet, iter: 8  i:323, pairs changed 0\n",
      "fullSet, iter: 8  i:324, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:325, pairs changed 0\n",
      "fullSet, iter: 8  i:326, pairs changed 0\n",
      "fullSet, iter: 8  i:327, pairs changed 0\n",
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      "fullSet, iter: 8  i:335, pairs changed 0\n",
      "fullSet, iter: 8  i:336, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:337, pairs changed 0\n",
      "fullSet, iter: 8  i:338, pairs changed 0\n",
      "fullSet, iter: 8  i:339, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:340, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:341, pairs changed 0\n",
      "fullSet, iter: 8  i:342, pairs changed 0\n",
      "fullSet, iter: 8  i:343, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:344, pairs changed 0\n",
      "fullSet, iter: 8  i:345, pairs changed 0\n",
      "fullSet, iter: 8  i:346, pairs changed 0\n",
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      "fullSet, iter: 8  i:352, pairs changed 0\n",
      "fullSet, iter: 8  i:353, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:354, pairs changed 0\n",
      "fullSet, iter: 8  i:355, pairs changed 0\n",
      "fullSet, iter: 8  i:356, pairs changed 0\n",
      "fullSet, iter: 8  i:357, pairs changed 0\n",
      "fullSet, iter: 8  i:358, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:359, pairs changed 0\n",
      "fullSet, iter: 8  i:360, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:361, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:362, pairs changed 0\n",
      "fullSet, iter: 8  i:363, pairs changed 0\n",
      "fullSet, iter: 8  i:364, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:365, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:366, pairs changed 0\n",
      "fullSet, iter: 8  i:367, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:368, pairs changed 0\n",
      "fullSet, iter: 8  i:369, pairs changed 0\n",
      "fullSet, iter: 8  i:370, pairs changed 0\n",
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      "fullSet, iter: 8  i:372, pairs changed 0\n",
      "fullSet, iter: 8  i:373, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:374, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:375, pairs changed 0\n",
      "fullSet, iter: 8  i:376, pairs changed 0\n",
      "fullSet, iter: 8  i:377, pairs changed 0\n",
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      "fullSet, iter: 8  i:379, pairs changed 0\n",
      "fullSet, iter: 8  i:380, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:381, pairs changed 0\n",
      "fullSet, iter: 8  i:382, pairs changed 0\n",
      "fullSet, iter: 8  i:383, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:384, pairs changed 0\n",
      "fullSet, iter: 8  i:385, pairs changed 0\n",
      "fullSet, iter: 8  i:386, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:387, pairs changed 0\n",
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      "fullSet, iter: 8  i:403, pairs changed 0\n",
      "fullSet, iter: 8  i:404, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:405, pairs changed 0\n",
      "fullSet, iter: 8  i:406, pairs changed 0\n",
      "fullSet, iter: 8  i:407, pairs changed 0\n",
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      "fullSet, iter: 8  i:409, pairs changed 0\n",
      "fullSet, iter: 8  i:410, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:411, pairs changed 0\n",
      "fullSet, iter: 8  i:412, pairs changed 0\n",
      "fullSet, iter: 8  i:413, pairs changed 0\n",
      "fullSet, iter: 8  i:414, pairs changed 0\n",
      "fullSet, iter: 8  i:415, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:416, pairs changed 0\n",
      "fullSet, iter: 8  i:417, pairs changed 0\n",
      "fullSet, iter: 8  i:418, pairs changed 0\n",
      "fullSet, iter: 8  i:419, pairs changed 0\n",
      "fullSet, iter: 8  i:420, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:421, pairs changed 0\n",
      "fullSet, iter: 8  i:422, pairs changed 0\n",
      "fullSet, iter: 8  i:423, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:427, pairs changed 0\n",
      "fullSet, iter: 8  i:428, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:429, pairs changed 0\n",
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      "fullSet, iter: 8  i:436, pairs changed 0\n",
      "fullSet, iter: 8  i:437, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:438, pairs changed 0\n",
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      "fullSet, iter: 8  i:443, pairs changed 0\n",
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      "fullSet, iter: 8  i:455, pairs changed 0\n",
      "fullSet, iter: 8  i:456, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:457, pairs changed 0\n",
      "fullSet, iter: 8  i:458, pairs changed 0\n",
      "fullSet, iter: 8  i:459, pairs changed 0\n",
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      "fullSet, iter: 8  i:484, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 8  i:485, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:487, pairs changed 0\n",
      "fullSet, iter: 8  i:488, pairs changed 0\n",
      "fullSet, iter: 8  i:489, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:491, pairs changed 0\n",
      "fullSet, iter: 8  i:492, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:493, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:494, pairs changed 0\n",
      "fullSet, iter: 8  i:495, pairs changed 0\n",
      "fullSet, iter: 8  i:496, pairs changed 0\n",
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      "fullSet, iter: 8  i:544, pairs changed 0\n",
      "fullSet, iter: 8  i:545, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:546, pairs changed 0\n",
      "fullSet, iter: 8  i:547, pairs changed 0\n",
      "fullSet, iter: 8  i:548, pairs changed 0\n",
      "fullSet, iter: 8  i:549, pairs changed 0\n",
      "fullSet, iter: 8  i:550, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:551, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:552, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:553, pairs changed 0\n",
      "fullSet, iter: 8  i:554, pairs changed 0\n",
      "fullSet, iter: 8  i:555, pairs changed 0\n",
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      "fullSet, iter: 8  i:561, pairs changed 0\n",
      "fullSet, iter: 8  i:562, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:563, pairs changed 0\n",
      "fullSet, iter: 8  i:564, pairs changed 0\n",
      "fullSet, iter: 8  i:565, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:566, pairs changed 0\n",
      "fullSet, iter: 8  i:567, pairs changed 0\n",
      "fullSet, iter: 8  i:568, pairs changed 0\n",
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      "fullSet, iter: 8  i:581, pairs changed 0\n",
      "fullSet, iter: 8  i:582, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:583, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:584, pairs changed 0\n",
      "fullSet, iter: 8  i:585, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:586, pairs changed 0\n",
      "fullSet, iter: 8  i:587, pairs changed 0\n",
      "fullSet, iter: 8  i:588, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:589, pairs changed 0\n",
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      "L==H\n",
      "fullSet, iter: 8  i:591, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:594, pairs changed 0\n",
      "fullSet, iter: 8  i:595, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:596, pairs changed 0\n",
      "fullSet, iter: 8  i:597, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:598, pairs changed 0\n",
      "fullSet, iter: 8  i:599, pairs changed 0\n",
      "fullSet, iter: 8  i:600, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:604, pairs changed 0\n",
      "fullSet, iter: 8  i:605, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:606, pairs changed 0\n",
      "fullSet, iter: 8  i:607, pairs changed 0\n",
      "fullSet, iter: 8  i:608, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:610, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:611, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:612, pairs changed 0\n",
      "fullSet, iter: 8  i:613, pairs changed 0\n",
      "fullSet, iter: 8  i:614, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:615, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:616, pairs changed 0\n",
      "fullSet, iter: 8  i:617, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:618, pairs changed 0\n",
      "fullSet, iter: 8  i:619, pairs changed 0\n",
      "L==H\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 8  i:636, pairs changed 0\n",
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      "L==H\n",
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      "fullSet, iter: 8  i:640, pairs changed 0\n",
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      "L==H\n",
      "fullSet, iter: 8  i:642, pairs changed 0\n",
      "fullSet, iter: 8  i:643, pairs changed 0\n",
      "fullSet, iter: 8  i:644, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:647, pairs changed 0\n",
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      "L==H\n",
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      "fullSet, iter: 8  i:651, pairs changed 0\n",
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      "L==H\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:654, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "fullSet, iter: 8  i:657, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:658, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:659, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:661, pairs changed 0\n",
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      "fullSet, iter: 8  i:665, pairs changed 0\n",
      "fullSet, iter: 8  i:666, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:667, pairs changed 0\n",
      "fullSet, iter: 8  i:668, pairs changed 0\n",
      "fullSet, iter: 8  i:669, pairs changed 0\n",
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      "fullSet, iter: 8  i:672, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 8  i:673, pairs changed 0\n",
      "fullSet, iter: 8  i:674, pairs changed 0\n",
      "fullSet, iter: 8  i:675, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:676, pairs changed 0\n",
      "fullSet, iter: 8  i:677, pairs changed 0\n",
      "fullSet, iter: 8  i:678, pairs changed 0\n",
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      "fullSet, iter: 8  i:681, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:685, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:689, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:690, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:695, pairs changed 0\n",
      "fullSet, iter: 8  i:696, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:705, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 8  i:708, pairs changed 0\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:710, pairs changed 0\n",
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      "fullSet, iter: 8  i:712, pairs changed 0\n",
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      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 8  i:722, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:726, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:734, pairs changed 0\n",
      "j not moving enough\n",
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      "L==H\n",
      "fullSet, iter: 8  i:736, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:738, pairs changed 0\n",
      "fullSet, iter: 8  i:739, pairs changed 0\n",
      "fullSet, iter: 8  i:740, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:741, pairs changed 0\n",
      "fullSet, iter: 8  i:742, pairs changed 0\n",
      "fullSet, iter: 8  i:743, pairs changed 0\n",
      "j not moving enough\n",
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      "fullSet, iter: 8  i:745, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:746, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:748, pairs changed 0\n",
      "fullSet, iter: 8  i:749, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:750, pairs changed 0\n",
      "fullSet, iter: 8  i:751, pairs changed 0\n",
      "fullSet, iter: 8  i:752, pairs changed 0\n",
      "fullSet, iter: 8  i:753, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:754, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:755, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:781, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:782, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:783, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:784, pairs changed 0\n",
      "fullSet, iter: 8  i:785, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:786, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:787, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 8  i:789, pairs changed 0\n",
      "fullSet, iter: 8  i:790, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:791, pairs changed 0\n",
      "fullSet, iter: 8  i:792, pairs changed 0\n",
      "fullSet, iter: 8  i:793, pairs changed 0\n",
      "fullSet, iter: 8  i:794, pairs changed 0\n",
      "fullSet, iter: 8  i:795, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:796, pairs changed 0\n",
      "fullSet, iter: 8  i:797, pairs changed 0\n",
      "fullSet, iter: 8  i:798, pairs changed 0\n",
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      "fullSet, iter: 8  i:817, pairs changed 0\n",
      "fullSet, iter: 8  i:818, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:819, pairs changed 0\n",
      "fullSet, iter: 8  i:820, pairs changed 0\n",
      "fullSet, iter: 8  i:821, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:822, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:823, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:824, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:825, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:826, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:827, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:828, pairs changed 0\n",
      "fullSet, iter: 8  i:829, pairs changed 0\n",
      "fullSet, iter: 8  i:830, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:831, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:832, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:833, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:836, pairs changed 0\n",
      "fullSet, iter: 8  i:837, pairs changed 0\n",
      "fullSet, iter: 8  i:838, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:839, pairs changed 0\n",
      "fullSet, iter: 8  i:840, pairs changed 0\n",
      "fullSet, iter: 8  i:841, pairs changed 0\n",
      "fullSet, iter: 8  i:842, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:843, pairs changed 0\n",
      "fullSet, iter: 8  i:844, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:845, pairs changed 0\n",
      "fullSet, iter: 8  i:846, pairs changed 0\n",
      "fullSet, iter: 8  i:847, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:848, pairs changed 0\n",
      "fullSet, iter: 8  i:849, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:850, pairs changed 0\n",
      "fullSet, iter: 8  i:851, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:852, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:853, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 8  i:854, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:855, pairs changed 0\n",
      "fullSet, iter: 8  i:856, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:857, pairs changed 0\n",
      "fullSet, iter: 8  i:858, pairs changed 0\n",
      "fullSet, iter: 8  i:859, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:869, pairs changed 0\n",
      "fullSet, iter: 8  i:870, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:871, pairs changed 0\n",
      "fullSet, iter: 8  i:872, pairs changed 0\n",
      "fullSet, iter: 8  i:873, pairs changed 0\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "fullSet, iter: 8  i:897, pairs changed 0\n",
      "fullSet, iter: 8  i:898, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 8  i:1042, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "L==H\n",
      "fullSet, iter: 8  i:1043, pairs changed 0\n",
      "fullSet, iter: 8  i:1044, pairs changed 0\n",
      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "j not moving enough\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
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      "L==H\n",
      "fullSet, iter: 8  i:1097, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1098, pairs changed 0\n",
      "fullSet, iter: 8  i:1099, pairs changed 0\n",
      "fullSet, iter: 8  i:1100, pairs changed 0\n",
      "fullSet, iter: 8  i:1101, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1102, pairs changed 0\n",
      "fullSet, iter: 8  i:1103, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1104, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1105, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1106, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1107, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1108, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1109, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1110, pairs changed 0\n",
      "fullSet, iter: 8  i:1111, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1112, pairs changed 0\n",
      "fullSet, iter: 8  i:1113, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1114, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1115, pairs changed 0\n",
      "fullSet, iter: 8  i:1116, pairs changed 0\n",
      "fullSet, iter: 8  i:1117, pairs changed 0\n",
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      "fullSet, iter: 8  i:1122, pairs changed 0\n",
      "fullSet, iter: 8  i:1123, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1124, pairs changed 0\n",
      "fullSet, iter: 8  i:1125, pairs changed 0\n",
      "fullSet, iter: 8  i:1126, pairs changed 0\n",
      "fullSet, iter: 8  i:1127, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1128, pairs changed 0\n",
      "fullSet, iter: 8  i:1129, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1130, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1131, pairs changed 0\n",
      "fullSet, iter: 8  i:1132, pairs changed 0\n",
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      "fullSet, iter: 8  i:1134, pairs changed 0\n",
      "fullSet, iter: 8  i:1135, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 8  i:1137, pairs changed 0\n",
      "fullSet, iter: 8  i:1138, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 8  i:1140, pairs changed 0\n",
      "fullSet, iter: 8  i:1141, pairs changed 0\n",
      "fullSet, iter: 8  i:1142, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1143, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1144, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 8  i:1147, pairs changed 0\n",
      "fullSet, iter: 8  i:1148, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1149, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1150, pairs changed 0\n",
      "fullSet, iter: 8  i:1151, pairs changed 0\n",
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      "fullSet, iter: 8  i:1199, pairs changed 0\n",
      "fullSet, iter: 8  i:1200, pairs changed 0\n",
      "L==H\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 8  i:1358, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1359, pairs changed 0\n",
      "fullSet, iter: 8  i:1360, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1361, pairs changed 0\n",
      "fullSet, iter: 8  i:1362, pairs changed 0\n",
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      "j not moving enough\n",
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      "fullSet, iter: 8  i:1368, pairs changed 0\n",
      "fullSet, iter: 8  i:1369, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1370, pairs changed 0\n",
      "fullSet, iter: 8  i:1371, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1372, pairs changed 0\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1374, pairs changed 0\n",
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      "fullSet, iter: 8  i:1380, pairs changed 0\n",
      "fullSet, iter: 8  i:1381, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1382, pairs changed 0\n",
      "fullSet, iter: 8  i:1383, pairs changed 0\n",
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      "fullSet, iter: 8  i:1388, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1389, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1390, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1391, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1392, pairs changed 0\n",
      "fullSet, iter: 8  i:1393, pairs changed 0\n",
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      "fullSet, iter: 8  i:1395, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1396, pairs changed 0\n",
      "fullSet, iter: 8  i:1397, pairs changed 0\n",
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      "fullSet, iter: 8  i:1411, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1412, pairs changed 0\n",
      "fullSet, iter: 8  i:1413, pairs changed 0\n",
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      "fullSet, iter: 8  i:1429, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 8  i:1431, pairs changed 0\n",
      "fullSet, iter: 8  i:1432, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 8  i:1434, pairs changed 0\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1442, pairs changed 0\n",
      "fullSet, iter: 8  i:1443, pairs changed 0\n",
      "L==H\n",
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      "fullSet, iter: 8  i:1445, pairs changed 0\n",
      "fullSet, iter: 8  i:1446, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1447, pairs changed 0\n",
      "fullSet, iter: 8  i:1448, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1449, pairs changed 0\n",
      "fullSet, iter: 8  i:1450, pairs changed 0\n",
      "fullSet, iter: 8  i:1451, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1452, pairs changed 0\n",
      "fullSet, iter: 8  i:1453, pairs changed 0\n",
      "fullSet, iter: 8  i:1454, pairs changed 0\n",
      "fullSet, iter: 8  i:1455, pairs changed 0\n",
      "fullSet, iter: 8  i:1456, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1457, pairs changed 0\n",
      "fullSet, iter: 8  i:1458, pairs changed 0\n",
      "fullSet, iter: 8  i:1459, pairs changed 0\n",
      "fullSet, iter: 8  i:1460, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1461, pairs changed 0\n",
      "fullSet, iter: 8  i:1462, pairs changed 0\n",
      "fullSet, iter: 8  i:1463, pairs changed 0\n",
      "fullSet, iter: 8  i:1464, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1465, pairs changed 0\n",
      "fullSet, iter: 8  i:1466, pairs changed 0\n",
      "fullSet, iter: 8  i:1467, pairs changed 0\n",
      "fullSet, iter: 8  i:1468, pairs changed 0\n",
      "fullSet, iter: 8  i:1469, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1470, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1471, pairs changed 0\n",
      "fullSet, iter: 8  i:1472, pairs changed 0\n",
      "fullSet, iter: 8  i:1473, pairs changed 0\n",
      "fullSet, iter: 8  i:1474, pairs changed 0\n",
      "fullSet, iter: 8  i:1475, pairs changed 0\n",
      "fullSet, iter: 8  i:1476, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1477, pairs changed 0\n",
      "fullSet, iter: 8  i:1478, pairs changed 0\n",
      "fullSet, iter: 8  i:1479, pairs changed 0\n",
      "fullSet, iter: 8  i:1480, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1481, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1482, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1483, pairs changed 0\n",
      "fullSet, iter: 8  i:1484, pairs changed 0\n",
      "fullSet, iter: 8  i:1485, pairs changed 0\n",
      "fullSet, iter: 8  i:1486, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1487, pairs changed 0\n",
      "fullSet, iter: 8  i:1488, pairs changed 0\n",
      "fullSet, iter: 8  i:1489, pairs changed 0\n",
      "fullSet, iter: 8  i:1490, pairs changed 0\n",
      "fullSet, iter: 8  i:1491, pairs changed 0\n",
      "fullSet, iter: 8  i:1492, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1493, pairs changed 0\n",
      "fullSet, iter: 8  i:1494, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1495, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1496, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1497, pairs changed 0\n",
      "fullSet, iter: 8  i:1498, pairs changed 0\n",
      "fullSet, iter: 8  i:1499, pairs changed 0\n",
      "fullSet, iter: 8  i:1500, pairs changed 0\n",
      "fullSet, iter: 8  i:1501, pairs changed 0\n",
      "fullSet, iter: 8  i:1502, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1503, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1504, pairs changed 0\n",
      "fullSet, iter: 8  i:1505, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1506, pairs changed 0\n",
      "fullSet, iter: 8  i:1507, pairs changed 0\n",
      "fullSet, iter: 8  i:1508, pairs changed 0\n",
      "fullSet, iter: 8  i:1509, pairs changed 0\n",
      "fullSet, iter: 8  i:1510, pairs changed 0\n",
      "fullSet, iter: 8  i:1511, pairs changed 0\n",
      "fullSet, iter: 8  i:1512, pairs changed 0\n",
      "fullSet, iter: 8  i:1513, pairs changed 0\n",
      "fullSet, iter: 8  i:1514, pairs changed 0\n",
      "fullSet, iter: 8  i:1515, pairs changed 0\n",
      "fullSet, iter: 8  i:1516, pairs changed 0\n",
      "fullSet, iter: 8  i:1517, pairs changed 0\n",
      "fullSet, iter: 8  i:1518, pairs changed 0\n",
      "fullSet, iter: 8  i:1519, pairs changed 0\n",
      "fullSet, iter: 8  i:1520, pairs changed 0\n",
      "fullSet, iter: 8  i:1521, pairs changed 0\n",
      "fullSet, iter: 8  i:1522, pairs changed 0\n",
      "fullSet, iter: 8  i:1523, pairs changed 0\n",
      "fullSet, iter: 8  i:1524, pairs changed 0\n",
      "fullSet, iter: 8  i:1525, pairs changed 0\n",
      "fullSet, iter: 8  i:1526, pairs changed 0\n",
      "fullSet, iter: 8  i:1527, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1528, pairs changed 0\n",
      "fullSet, iter: 8  i:1529, pairs changed 0\n",
      "fullSet, iter: 8  i:1530, pairs changed 0\n",
      "fullSet, iter: 8  i:1531, pairs changed 0\n",
      "fullSet, iter: 8  i:1532, pairs changed 0\n",
      "fullSet, iter: 8  i:1533, pairs changed 0\n",
      "fullSet, iter: 8  i:1534, pairs changed 0\n",
      "fullSet, iter: 8  i:1535, pairs changed 0\n",
      "fullSet, iter: 8  i:1536, pairs changed 0\n",
      "fullSet, iter: 8  i:1537, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1538, pairs changed 0\n",
      "fullSet, iter: 8  i:1539, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1540, pairs changed 0\n",
      "fullSet, iter: 8  i:1541, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 8  i:1542, pairs changed 0\n",
      "fullSet, iter: 8  i:1543, pairs changed 0\n",
      "fullSet, iter: 8  i:1544, pairs changed 0\n",
      "fullSet, iter: 8  i:1545, pairs changed 0\n",
      "fullSet, iter: 8  i:1546, pairs changed 0\n",
      "fullSet, iter: 8  i:1547, pairs changed 0\n",
      "fullSet, iter: 8  i:1548, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1549, pairs changed 0\n",
      "fullSet, iter: 8  i:1550, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1551, pairs changed 0\n",
      "fullSet, iter: 8  i:1552, pairs changed 0\n",
      "fullSet, iter: 8  i:1553, pairs changed 0\n",
      "fullSet, iter: 8  i:1554, pairs changed 0\n",
      "fullSet, iter: 8  i:1555, pairs changed 0\n",
      "fullSet, iter: 8  i:1556, pairs changed 0\n",
      "fullSet, iter: 8  i:1557, pairs changed 0\n",
      "fullSet, iter: 8  i:1558, pairs changed 0\n",
      "fullSet, iter: 8  i:1559, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1560, pairs changed 0\n",
      "fullSet, iter: 8  i:1561, pairs changed 0\n",
      "fullSet, iter: 8  i:1562, pairs changed 0\n",
      "fullSet, iter: 8  i:1563, pairs changed 0\n",
      "fullSet, iter: 8  i:1564, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1565, pairs changed 0\n",
      "fullSet, iter: 8  i:1566, pairs changed 0\n",
      "fullSet, iter: 8  i:1567, pairs changed 0\n",
      "fullSet, iter: 8  i:1568, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1569, pairs changed 0\n",
      "fullSet, iter: 8  i:1570, pairs changed 0\n",
      "fullSet, iter: 8  i:1571, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1572, pairs changed 0\n",
      "fullSet, iter: 8  i:1573, pairs changed 0\n",
      "fullSet, iter: 8  i:1574, pairs changed 0\n",
      "fullSet, iter: 8  i:1575, pairs changed 0\n",
      "fullSet, iter: 8  i:1576, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1577, pairs changed 0\n",
      "fullSet, iter: 8  i:1578, pairs changed 0\n",
      "fullSet, iter: 8  i:1579, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1580, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1581, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1582, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1583, pairs changed 0\n",
      "fullSet, iter: 8  i:1584, pairs changed 0\n",
      "fullSet, iter: 8  i:1585, pairs changed 0\n",
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      "fullSet, iter: 8  i:1587, pairs changed 0\n",
      "fullSet, iter: 8  i:1588, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1589, pairs changed 0\n",
      "fullSet, iter: 8  i:1590, pairs changed 0\n",
      "fullSet, iter: 8  i:1591, pairs changed 0\n",
      "fullSet, iter: 8  i:1592, pairs changed 0\n",
      "fullSet, iter: 8  i:1593, pairs changed 0\n",
      "fullSet, iter: 8  i:1594, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1595, pairs changed 0\n",
      "fullSet, iter: 8  i:1596, pairs changed 0\n",
      "fullSet, iter: 8  i:1597, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1598, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1599, pairs changed 0\n",
      "fullSet, iter: 8  i:1600, pairs changed 0\n",
      "fullSet, iter: 8  i:1601, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1602, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1603, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1604, pairs changed 0\n",
      "fullSet, iter: 8  i:1605, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1606, pairs changed 0\n",
      "fullSet, iter: 8  i:1607, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1608, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1609, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1610, pairs changed 0\n",
      "fullSet, iter: 8  i:1611, pairs changed 0\n",
      "fullSet, iter: 8  i:1612, pairs changed 0\n",
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      "fullSet, iter: 8  i:1619, pairs changed 0\n",
      "fullSet, iter: 8  i:1620, pairs changed 0\n",
      "fullSet, iter: 8  i:1621, pairs changed 0\n",
      "fullSet, iter: 8  i:1622, pairs changed 0\n",
      "fullSet, iter: 8  i:1623, pairs changed 0\n",
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      "fullSet, iter: 8  i:1625, pairs changed 0\n",
      "fullSet, iter: 8  i:1626, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1627, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1628, pairs changed 0\n",
      "fullSet, iter: 8  i:1629, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1630, pairs changed 0\n",
      "fullSet, iter: 8  i:1631, pairs changed 0\n",
      "fullSet, iter: 8  i:1632, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1633, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1634, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1635, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1636, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1637, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1638, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1639, pairs changed 0\n",
      "fullSet, iter: 8  i:1640, pairs changed 0\n",
      "fullSet, iter: 8  i:1641, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1642, pairs changed 0\n",
      "fullSet, iter: 8  i:1643, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1644, pairs changed 0\n",
      "fullSet, iter: 8  i:1645, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1646, pairs changed 0\n",
      "fullSet, iter: 8  i:1647, pairs changed 0\n",
      "fullSet, iter: 8  i:1648, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1649, pairs changed 0\n",
      "fullSet, iter: 8  i:1650, pairs changed 0\n",
      "fullSet, iter: 8  i:1651, pairs changed 0\n",
      "fullSet, iter: 8  i:1652, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1653, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1654, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1655, pairs changed 0\n",
      "fullSet, iter: 8  i:1656, pairs changed 0\n",
      "fullSet, iter: 8  i:1657, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1658, pairs changed 0\n",
      "fullSet, iter: 8  i:1659, pairs changed 0\n",
      "fullSet, iter: 8  i:1660, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1661, pairs changed 0\n",
      "fullSet, iter: 8  i:1662, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1663, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1664, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1665, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1666, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1667, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1668, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1669, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1670, pairs changed 0\n",
      "fullSet, iter: 8  i:1671, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1672, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1673, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1674, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1675, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1676, pairs changed 0\n",
      "fullSet, iter: 8  i:1677, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1678, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1679, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1680, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1681, pairs changed 0\n",
      "fullSet, iter: 8  i:1682, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1683, pairs changed 0\n",
      "fullSet, iter: 8  i:1684, pairs changed 0\n",
      "fullSet, iter: 8  i:1685, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1686, pairs changed 0\n",
      "fullSet, iter: 8  i:1687, pairs changed 0\n",
      "fullSet, iter: 8  i:1688, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1689, pairs changed 0\n",
      "fullSet, iter: 8  i:1690, pairs changed 0\n",
      "fullSet, iter: 8  i:1691, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1692, pairs changed 0\n",
      "fullSet, iter: 8  i:1693, pairs changed 0\n",
      "fullSet, iter: 8  i:1694, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1695, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1696, pairs changed 0\n",
      "fullSet, iter: 8  i:1697, pairs changed 0\n",
      "fullSet, iter: 8  i:1698, pairs changed 0\n",
      "fullSet, iter: 8  i:1699, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1700, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1701, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1702, pairs changed 0\n",
      "fullSet, iter: 8  i:1703, pairs changed 0\n",
      "fullSet, iter: 8  i:1704, pairs changed 0\n",
      "fullSet, iter: 8  i:1705, pairs changed 0\n",
      "fullSet, iter: 8  i:1706, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1707, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1708, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1709, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1710, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1711, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1712, pairs changed 0\n",
      "fullSet, iter: 8  i:1713, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1714, pairs changed 0\n",
      "fullSet, iter: 8  i:1715, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1716, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1717, pairs changed 0\n",
      "fullSet, iter: 8  i:1718, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1719, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 8  i:1720, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1721, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1722, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1723, pairs changed 0\n",
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      "fullSet, iter: 8  i:1727, pairs changed 0\n",
      "fullSet, iter: 8  i:1728, pairs changed 0\n",
      "L==H\n",
      "fullSet, iter: 8  i:1729, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1730, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1861, pairs changed 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "j not moving enough\n",
      "fullSet, iter: 8  i:1862, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1863, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1911, pairs changed 0\n",
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      "fullSet, iter: 8  i:1913, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1915, pairs changed 0\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1917, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1919, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1920, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1921, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1922, pairs changed 0\n",
      "j not moving enough\n",
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      "j not moving enough\n",
      "fullSet, iter: 8  i:1924, pairs changed 0\n",
      "fullSet, iter: 8  i:1925, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1926, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1927, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1928, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1929, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1930, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1931, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1932, pairs changed 0\n",
      "j not moving enough\n",
      "fullSet, iter: 8  i:1933, pairs changed 0\n",
      "iteration number: 9\n",
      "there are 324 Support Vectors\n",
      "the training error rate is: 0.000000\n",
      "the test error rate is: 0.006342\n"
     ]
    }
   ],
   "source": [
    "testDigits()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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